Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 5680 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 532.6 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 12 |
|---|
df_index is highly correlated with customer_id and 2 other fields | High correlation |
gross_revenue is highly correlated with purchases_quantity and 4 other fields | High correlation |
recency_days is highly correlated with df_index and 2 other fields | High correlation |
purchases_quantity is highly correlated with gross_revenue and 4 other fields | High correlation |
basket_size is highly correlated with gross_revenue and 4 other fields | High correlation |
qt_products is highly correlated with gross_revenue and 3 other fields | High correlation |
max_recency is highly correlated with df_index and 2 other fields | High correlation |
qt_returns is highly correlated with gross_revenue and 4 other fields | High correlation |
purchased_returned_diff is highly correlated with gross_revenue and 2 other fields | High correlation |
frequency is highly correlated with purchases_quantity | High correlation |
customer_id is highly correlated with df_index and 2 other fields | High correlation |
avg_ticket is highly correlated with qt_returns | High correlation |
gross_revenue is highly skewed (γ1 = 23.01864323) | Skewed |
basket_size is highly skewed (γ1 = 25.07383309) | Skewed |
avg_ticket is highly skewed (γ1 = 48.13887319) | Skewed |
qt_returns is highly skewed (γ1 = 29.86213869) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
customer_id has unique values | Unique |
qt_returns has 4190 (73.8%) zeros | Zeros |
purchased_returned_diff has 115 (2.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-18 03:02:04.449903 |
|---|---|
| Analysis finished | 2022-11-18 03:02:39.155706 |
| Duration | 34.71 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 5680 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2888.285387 |
| Minimum | 0 |
|---|---|
| Maximum | 5770 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 288.95 |
| Q1 | 1450.75 |
| median | 2890.5 |
| Q3 | 4329.25 |
| 95-th percentile | 5480.05 |
| Maximum | 5770 |
| Range | 5770 |
| Interquartile range (IQR) | 2878.5 |
Descriptive statistics
| Standard deviation | 1664.584059 |
|---|---|
| Coefficient of variation (CV) | 0.5763225707 |
| Kurtosis | -1.196205237 |
| Mean | 2888.285387 |
| Median Absolute Deviation (MAD) | 1439.5 |
| Skewness | -0.003560571232 |
| Sum | 16405461 |
| Variance | 2770840.091 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 3879 | 1 | < 0.1% |
| 3855 | 1 | < 0.1% |
| 3854 | 1 | < 0.1% |
| 3853 | 1 | < 0.1% |
| 3852 | 1 | < 0.1% |
| 3851 | 1 | < 0.1% |
| 3850 | 1 | < 0.1% |
| 3849 | 1 | < 0.1% |
| 3848 | 1 | < 0.1% |
| Other values (5670) | 5670 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5770 | 1 | |
| 5769 | 1 | |
| 5768 | 1 | |
| 5767 | 1 | |
| 5766 | 1 | |
| 5765 | 1 | |
| 5764 | 1 | |
| 5763 | 1 | |
| 5762 | 1 | |
| 5761 | 1 |
| Distinct | 5680 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16433.86796 |
| Minimum | 12347 |
|---|---|
| Maximum | 21997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12702.95 |
| Q1 | 14291.75 |
| median | 16231 |
| Q3 | 18212.25 |
| 95-th percentile | 21031.2 |
| Maximum | 21997 |
| Range | 9650 |
| Interquartile range (IQR) | 3920.5 |
Descriptive statistics
| Standard deviation | 2563.32051 |
|---|---|
| Coefficient of variation (CV) | 0.1559779181 |
| Kurtosis | -0.8653935729 |
| Mean | 16433.86796 |
| Median Absolute Deviation (MAD) | 1960 |
| Skewness | 0.3123861003 |
| Sum | 93344370 |
| Variance | 6570612.038 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 15007 | 1 | < 0.1% |
| 20375 | 1 | < 0.1% |
| 20374 | 1 | < 0.1% |
| 15578 | 1 | < 0.1% |
| 12424 | 1 | < 0.1% |
| 20372 | 1 | < 0.1% |
| 17837 | 1 | < 0.1% |
| 20369 | 1 | < 0.1% |
| 14327 | 1 | < 0.1% |
| Other values (5670) | 5670 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12349 | 1 | |
| 12350 | 1 | |
| 12352 | 1 | |
| 12353 | 1 | |
| 12354 | 1 | |
| 12355 | 1 | |
| 12356 | 1 | |
| 12357 | 1 |
| Value | Count | Frequency (%) |
| 21997 | 1 | |
| 21996 | 1 | |
| 21995 | 1 | |
| 21994 | 1 | |
| 21993 | 1 | |
| 21992 | 1 | |
| 21988 | 1 | |
| 21987 | 1 | |
| 21984 | 1 | |
| 21983 | 1 |
| Distinct | 5438 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1762.764634 |
| Minimum | 0.42 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 13.3735 |
| Q1 | 237.2875 |
| median | 613.93 |
| Q3 | 1571.07 |
| 95-th percentile | 5307.991 |
| Maximum | 279138.02 |
| Range | 279137.6 |
| Interquartile range (IQR) | 1333.7825 |
Descriptive statistics
| Standard deviation | 7510.45918 |
|---|---|
| Coefficient of variation (CV) | 4.260613718 |
| Kurtosis | 699.5570111 |
| Mean | 1762.764634 |
| Median Absolute Deviation (MAD) | 479.46 |
| Skewness | 23.01864323 |
| Sum | 10012503.12 |
| Variance | 56406997.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.95 | 9 | 0.2% |
| 4.95 | 8 | 0.1% |
| 1.25 | 8 | 0.1% |
| 2.95 | 8 | 0.1% |
| 3.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 12.75 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| 4.25 | 6 | 0.1% |
| 7.5 | 6 | 0.1% |
| Other values (5428) | 5608 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.84 | 4 | |
| 0.85 | 3 | 0.1% |
| 1.07 | 1 | < 0.1% |
| 1.25 | 8 | |
| 1.44 | 1 | < 0.1% |
| 1.65 | 7 | |
| 1.69 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 136275.72 | 1 | |
| 124564.53 | 1 | |
| 116729.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
| Distinct | 304 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 116.8264085 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 37 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 22 |
| median | 71 |
| Q3 | 199.25 |
| 95-th percentile | 338 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 177.25 |
Descriptive statistics
| Standard deviation | 111.6124711 |
|---|---|
| Coefficient of variation (CV) | 0.9553702158 |
| Kurtosis | -0.640424192 |
| Mean | 116.8264085 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.8152565497 |
| Sum | 663574 |
| Variance | 12457.34369 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 110 | 1.9% |
| 4 | 105 | 1.8% |
| 3 | 98 | 1.7% |
| 2 | 92 | 1.6% |
| 10 | 86 | 1.5% |
| 8 | 82 | 1.4% |
| 17 | 79 | 1.4% |
| 9 | 79 | 1.4% |
| 7 | 77 | 1.4% |
| 15 | 66 | 1.2% |
| Other values (294) | 4806 |
| Value | Count | Frequency (%) |
| 0 | 37 | 0.7% |
| 1 | 110 | |
| 2 | 92 | |
| 3 | 98 | |
| 4 | 105 | |
| 5 | 52 | |
| 7 | 77 | |
| 8 | 82 | |
| 9 | 79 | |
| 10 | 86 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 22 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 15 | |
| 365 | 19 | |
| 364 | 11 | |
| 362 | 7 | 0.1% |
| Distinct | 57 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.47693662 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 11 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 6.81469284 |
|---|---|
| Coefficient of variation (CV) | 1.959970395 |
| Kurtosis | 300.1339365 |
| Mean | 3.47693662 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.14920397 |
| Sum | 19749 |
| Variance | 46.44003851 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2858 | |
| 2 | 823 | 14.5% |
| 3 | 503 | 8.9% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 70 | 1.2% |
| 11 | 54 | 1.0% |
| Other values (47) | 332 | 5.8% |
| Value | Count | Frequency (%) |
| 1 | 2858 | |
| 2 | 823 | 14.5% |
| 3 | 503 | 8.9% |
| 4 | 394 | 6.9% |
| 5 | 237 | 4.2% |
| 6 | 173 | 3.0% |
| 7 | 138 | 2.4% |
| 8 | 98 | 1.7% |
| 9 | 70 | 1.2% |
| 10 | 54 | 1.0% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 198 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
| Distinct | 1841 |
|---|---|
| Distinct (%) | 32.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 953.1683099 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4.95 |
| Q1 | 106 |
| median | 317.5 |
| Q3 | 805.25 |
| 95-th percentile | 2927.8 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 699.25 |
Descriptive statistics
| Standard deviation | 4194.233908 |
|---|---|
| Coefficient of variation (CV) | 4.400307757 |
| Kurtosis | 940.6390595 |
| Mean | 953.1683099 |
| Median Absolute Deviation (MAD) | 253.5 |
| Skewness | 25.07383309 |
| Sum | 5413996 |
| Variance | 17591598.07 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 114 | 2.0% |
| 2 | 70 | 1.2% |
| 3 | 51 | 0.9% |
| 4 | 49 | 0.9% |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 12 | 24 | 0.4% |
| 72 | 21 | 0.4% |
| 88 | 21 | 0.4% |
| 7 | 20 | 0.4% |
| Other values (1831) | 5246 |
| Value | Count | Frequency (%) |
| 1 | 114 | |
| 2 | 70 | |
| 3 | 51 | |
| 4 | 49 | |
| 5 | 35 | 0.6% |
| 6 | 29 | 0.5% |
| 7 | 20 | 0.4% |
| 8 | 18 | 0.3% |
| 9 | 7 | 0.1% |
| 10 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80179 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57872 | 1 | |
| 50255 | 1 |
| Distinct | 529 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.79137324 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 14 |
| median | 41 |
| Q3 | 107 |
| 95-th percentile | 333 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 93 |
Descriptive statistics
| Standard deviation | 210.4125806 |
|---|---|
| Coefficient of variation (CV) | 2.267587743 |
| Kurtosis | 508.0725752 |
| Mean | 92.79137324 |
| Median Absolute Deviation (MAD) | 33 |
| Skewness | 17.6926127 |
| Sum | 527055 |
| Variance | 44273.45409 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 254 | 4.5% |
| 2 | 147 | 2.6% |
| 3 | 108 | 1.9% |
| 10 | 100 | 1.8% |
| 6 | 98 | 1.7% |
| 9 | 92 | 1.6% |
| 5 | 90 | 1.6% |
| 4 | 86 | 1.5% |
| 7 | 83 | 1.5% |
| 13 | 81 | 1.4% |
| Other values (519) | 4541 |
| Value | Count | Frequency (%) |
| 1 | 254 | |
| 2 | 147 | |
| 3 | 108 | |
| 4 | 86 | 1.5% |
| 5 | 90 | 1.6% |
| 6 | 98 | 1.7% |
| 7 | 83 | 1.5% |
| 8 | 80 | 1.4% |
| 9 | 92 | 1.6% |
| 10 | 100 | 1.8% |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5589 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
| Distinct | 5489 |
|---|---|
| Distinct (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.17597255 |
| Minimum | 0.42 |
|---|---|
| Maximum | 13305.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 3.460929841 |
| Q1 | 7.948445596 |
| median | 15.83608609 |
| Q3 | 21.9193109 |
| 95-th percentile | 75.94814286 |
| Maximum | 13305.5 |
| Range | 13305.08 |
| Interquartile range (IQR) | 13.9708653 |
Descriptive statistics
| Standard deviation | 210.7379503 |
|---|---|
| Coefficient of variation (CV) | 6.759627143 |
| Kurtosis | 2843.811943 |
| Mean | 31.17597255 |
| Median Absolute Deviation (MAD) | 7.466538718 |
| Skewness | 48.13887319 |
| Sum | 177079.5241 |
| Variance | 44410.48369 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.75 | 11 | 0.2% |
| 4.95 | 10 | 0.2% |
| 1.25 | 9 | 0.2% |
| 2.95 | 9 | 0.2% |
| 7.95 | 8 | 0.1% |
| 12.75 | 7 | 0.1% |
| 1.65 | 7 | 0.1% |
| 8.25 | 7 | 0.1% |
| 5.95 | 6 | 0.1% |
| 4.15 | 6 | 0.1% |
| Other values (5479) | 5600 |
| Value | Count | Frequency (%) |
| 0.42 | 3 | |
| 0.535 | 1 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| 0.8371428571 | 1 | < 0.1% |
| 0.84 | 2 | |
| 0.85 | 3 | |
| 1.002222222 | 1 | < 0.1% |
| 1.02 | 1 | < 0.1% |
| 1.03875 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13305.5 | 1 | |
| 4453.43 | 1 | |
| 3861 | 1 | |
| 3202.92 | 1 | |
| 3096 | 1 | |
| 1687.2 | 1 | |
| 1377.077778 | 1 | |
| 1001.2 | 1 | |
| 952.9875 | 1 | |
| 931.5 | 1 |
| Distinct | 365 |
|---|---|
| Distinct (%) | 6.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 152.5357394 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 4 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 67.75 |
| median | 135 |
| Q3 | 225 |
| 95-th percentile | 351 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 157.25 |
Descriptive statistics
| Standard deviation | 100.2286827 |
|---|---|
| Coefficient of variation (CV) | 0.6570832713 |
| Kurtosis | -0.7720747076 |
| Mean | 152.5357394 |
| Median Absolute Deviation (MAD) | 75 |
| Skewness | 0.5151050787 |
| Sum | 866403 |
| Variance | 10045.78883 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 154 | 44 | 0.8% |
| 63 | 43 | 0.8% |
| 213 | 40 | 0.7% |
| 42 | 37 | 0.7% |
| 64 | 35 | 0.6% |
| 53 | 35 | 0.6% |
| 101 | 35 | 0.6% |
| 50 | 34 | 0.6% |
| 119 | 34 | 0.6% |
| 35 | 33 | 0.6% |
| Other values (355) | 5310 |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.1% |
| 1 | 11 | |
| 2 | 7 | 0.1% |
| 3 | 13 | |
| 4 | 18 | |
| 5 | 10 | |
| 7 | 14 | |
| 8 | 7 | 0.1% |
| 9 | 16 | |
| 10 | 23 |
| Value | Count | Frequency (%) |
| 373 | 23 | |
| 372 | 22 | |
| 371 | 17 | |
| 369 | 4 | 0.1% |
| 368 | 13 | |
| 367 | 16 | |
| 366 | 16 | |
| 365 | 20 | |
| 364 | 12 | |
| 363 | 1 | < 0.1% |
| Distinct | 206 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.0931338 |
| Minimum | 0 |
|---|---|
| Maximum | 9360 |
| Zeros | 4190 |
| Zeros (%) | 73.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 38 |
| Maximum | 9360 |
| Range | 9360 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 238.4156455 |
|---|---|
| Coefficient of variation (CV) | 12.48698343 |
| Kurtosis | 1036.930505 |
| Mean | 19.0931338 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 29.86213869 |
| Sum | 108449 |
| Variance | 56842.02003 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 1 | 169 | 3.0% |
| 2 | 148 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 6 | 78 | 1.4% |
| 5 | 61 | 1.1% |
| 12 | 51 | 0.9% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| Other values (196) | 702 | 12.4% |
| Value | Count | Frequency (%) |
| 0 | 4190 | |
| 1 | 169 | 3.0% |
| 2 | 148 | 2.6% |
| 3 | 105 | 1.8% |
| 4 | 89 | 1.6% |
| 5 | 61 | 1.1% |
| 6 | 78 | 1.4% |
| 7 | 44 | 0.8% |
| 8 | 43 | 0.8% |
| 9 | 41 | 0.7% |
| Value | Count | Frequency (%) |
| 9360 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3331 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 |
| Distinct | 1851 |
|---|---|
| Distinct (%) | 32.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.50240829 |
| Minimum | 0 |
|---|---|
| Maximum | 12.18870266 |
| Zeros | 115 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.386294361 |
| Q1 | 4.65396035 |
| median | 5.749392986 |
| Q3 | 6.682421685 |
| 95-th percentile | 7.960323629 |
| Maximum | 12.18870266 |
| Range | 12.18870266 |
| Interquartile range (IQR) | 2.028461334 |
Descriptive statistics
| Standard deviation | 1.830438717 |
|---|---|
| Coefficient of variation (CV) | 0.3326613766 |
| Kurtosis | 1.184339164 |
| Mean | 5.50240829 |
| Median Absolute Deviation (MAD) | 1.005418397 |
| Skewness | -0.8326079357 |
| Sum | 31253.67909 |
| Variance | 3.350505896 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 115 | 2.0% |
| 0.6931471806 | 70 | 1.2% |
| 1.098612289 | 51 | 0.9% |
| 1.386294361 | 49 | 0.9% |
| 1.609437912 | 35 | 0.6% |
| 1.791759469 | 29 | 0.5% |
| 2.48490665 | 24 | 0.4% |
| 4.477336814 | 22 | 0.4% |
| 4.276666119 | 22 | 0.4% |
| 1.945910149 | 20 | 0.4% |
| Other values (1841) | 5243 |
| Value | Count | Frequency (%) |
| 0 | 115 | |
| 0.6931471806 | 70 | |
| 1.098612289 | 51 | |
| 1.386294361 | 49 | |
| 1.609437912 | 35 | 0.6% |
| 1.791759469 | 29 | 0.5% |
| 1.945910149 | 20 | 0.4% |
| 2.079441542 | 18 | 0.3% |
| 2.197224577 | 7 | 0.1% |
| 2.302585093 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 12.18870266 | 1 | |
| 11.25085916 | 1 | |
| 11.24958472 | 1 | |
| 11.14245581 | 1 | |
| 11.06857399 | 1 | |
| 11.0511122 | 1 | |
| 11.03178808 | 1 | |
| 10.96856029 | 1 | |
| 10.95103459 | 1 | |
| 10.8075235 | 1 |
| Distinct | 1225 |
|---|---|
| Distinct (%) | 21.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5464364876 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 44.5 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.01102941176 |
| Q1 | 0.02491103203 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455041 |
| Interquartile range (IQR) | 0.975088968 |
Descriptive statistics
| Standard deviation | 0.5504765781 |
|---|---|
| Coefficient of variation (CV) | 1.007393523 |
| Kurtosis | 139.3150778 |
| Mean | 0.5464364876 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.869349083 |
| Sum | 3103.759249 |
| Variance | 0.303024463 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 2866 | |
| 2 | 47 | 0.8% |
| 0.0625 | 17 | 0.3% |
| 0.02777777778 | 17 | 0.3% |
| 0.02380952381 | 16 | 0.3% |
| 0.08333333333 | 15 | 0.3% |
| 0.09090909091 | 15 | 0.3% |
| 0.02941176471 | 14 | 0.2% |
| 0.03448275862 | 14 | 0.2% |
| 0.02127659574 | 13 | 0.2% |
| Other values (1215) | 2646 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 5 | 0.1% |
| 2 | 47 | 0.8% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 2866 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5308310992 | 1 | < 0.1% |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | customer_id | gross_revenue | recency_days | purchases_quantity | basket_size | qt_products | avg_ticket | max_recency | qt_returns | purchased_returned_diff | frequency | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 17850 | 5391.21000 | 372.00000 | 34.00000 | 1733.00000 | 297.00000 | 18.15222 | 372.00000 | 40.00000 | 7.43426 | 17.00000 |
| 1 | 1 | 13047 | 3232.59000 | 56.00000 | 9.00000 | 1390.00000 | 171.00000 | 18.90404 | 71.00000 | 35.00000 | 7.21156 | 0.02830 |
| 2 | 2 | 12583 | 6705.38000 | 2.00000 | 15.00000 | 5028.00000 | 232.00000 | 28.90250 | 73.00000 | 50.00000 | 8.51278 | 0.04032 |
| 3 | 3 | 13748 | 948.25000 | 95.00000 | 5.00000 | 439.00000 | 28.00000 | 33.86607 | 137.00000 | 0.00000 | 6.08450 | 0.01792 |
| 4 | 4 | 15100 | 876.00000 | 333.00000 | 3.00000 | 80.00000 | 3.00000 | 292.00000 | 333.00000 | 22.00000 | 4.06044 | 0.07317 |
| 5 | 5 | 15291 | 4623.30000 | 25.00000 | 14.00000 | 2102.00000 | 102.00000 | 45.32647 | 78.00000 | 29.00000 | 7.63675 | 0.04011 |
| 6 | 6 | 14688 | 5630.87000 | 7.00000 | 21.00000 | 3621.00000 | 327.00000 | 17.21979 | 48.00000 | 399.00000 | 8.07776 | 0.05722 |
| 7 | 7 | 17809 | 5411.91000 | 16.00000 | 12.00000 | 2057.00000 | 61.00000 | 88.71984 | 70.00000 | 41.00000 | 7.60887 | 0.03352 |
| 8 | 8 | 15311 | 60767.90000 | 0.00000 | 91.00000 | 38194.00000 | 2379.00000 | 25.54346 | 21.00000 | 474.00000 | 10.53795 | 0.24332 |
| 9 | 9 | 16098 | 2005.63000 | 87.00000 | 7.00000 | 613.00000 | 67.00000 | 29.93478 | 87.00000 | 0.00000 | 6.41836 | 0.02439 |
Last rows
| df_index | customer_id | gross_revenue | recency_days | purchases_quantity | basket_size | qt_products | avg_ticket | max_recency | qt_returns | purchased_returned_diff | frequency | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5670 | 5761 | 21988 | 4839.42000 | 1.00000 | 1.00000 | 1074.00000 | 62.00000 | 78.05516 | 1.00000 | 0.00000 | 6.97915 | 1.00000 |
| 5671 | 5762 | 13298 | 360.00000 | 1.00000 | 1.00000 | 96.00000 | 2.00000 | 180.00000 | 1.00000 | 0.00000 | 4.56435 | 1.00000 |
| 5672 | 5763 | 14569 | 227.39000 | 1.00000 | 1.00000 | 79.00000 | 12.00000 | 18.94917 | 1.00000 | 0.00000 | 4.36945 | 1.00000 |
| 5673 | 5764 | 21992 | 17.90000 | 1.00000 | 1.00000 | 14.00000 | 7.00000 | 2.55714 | 1.00000 | 0.00000 | 2.63906 | 1.00000 |
| 5674 | 5765 | 21993 | 3.35000 | 1.00000 | 1.00000 | 2.00000 | 2.00000 | 1.67500 | 1.00000 | 0.00000 | 0.69315 | 1.00000 |
| 5675 | 5766 | 21994 | 5699.00000 | 1.00000 | 1.00000 | 1747.00000 | 634.00000 | 8.98896 | 1.00000 | 0.00000 | 7.46566 | 1.00000 |
| 5676 | 5767 | 21995 | 6756.06000 | 0.00000 | 1.00000 | 2010.00000 | 730.00000 | 9.25488 | 0.00000 | 0.00000 | 7.60589 | 1.00000 |
| 5677 | 5768 | 21996 | 3217.20000 | 0.00000 | 1.00000 | 654.00000 | 59.00000 | 54.52881 | 0.00000 | 0.00000 | 6.48311 | 1.00000 |
| 5678 | 5769 | 21997 | 3950.72000 | 0.00000 | 1.00000 | 731.00000 | 217.00000 | 18.20608 | 0.00000 | 0.00000 | 6.59441 | 1.00000 |
| 5679 | 5770 | 12713 | 794.55000 | 0.00000 | 1.00000 | 505.00000 | 37.00000 | 21.47432 | 0.00000 | 0.00000 | 6.22456 | 1.00000 |